{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sediment Erosion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook we implement the erosion components of the matlab model (Mariotti and Murshid, 2018) in the existing landlab tidal flow version."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing and Installing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we will import some standard scientific Python libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we need to install some Landlab libraries to properly accomplish this task"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As of this writing (8/18/2020) the tidal-flow-calculator is not part of the core Landlab installation. As a consequence, we need to checkout the feature branch containing the tidal-flow-calculator component (https://github.com/landlab/landlab/tree/gt/tidal-flow-component). After checking out or cloning this branch locally, python setup.py install should be run to build a new landlab installation containing the tidal-flow-calculator.\n",
    "\n",
    "We convert the matlab fuctions (totalsedimenterosionMUDsine.m) from Mariotti and Murshid ( 2018) to python (tidal_erosion_calculator) to calculate total sediment erosion. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from landlab.grid.mappers import map_link_vector_components_to_node\n",
    "from landlab import RasterModelGrid, imshow_grid\n",
    "from landlab.components import TidalFlowCalculator\n",
    "from landlab.grid.mappers import map_max_of_link_nodes_to_link\n",
    "from landlab.io import read_esri_ascii\n",
    "import tidal_erosion_calculator as tec"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set parameters "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#This set-up is from the MarshMorpho2D source code\n",
    "tidal_period = 12.5 * 3600.0  # tidal period in seconds\n",
    "tidal_range = 3.1  # tidal range in meters\n",
    "roughness_w = 0.02  # Manning's n water\n",
    "roughness_v = 0.2 #manning's n for veg\n",
    "mean_sea_level = 0.0  # mean sea level in meters\n",
    "mwd = 0.01  # minimum depth for water on areas higher than low tide water surface, meters\n",
    "nodata_code = 999  # code for a DEM cell with no valid data\n",
    "tcrgradeint = 0.2; # linear increase in tcr below MLW [pa/m]; not used in current version"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read the DEM to create a grid and topography field"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The zSW3.asc dataset can be found at: https://raw.githubusercontent.com/landlab/landlab/gt/tidal-flow-component/notebooks/tutorials/tidal_flow/zSW3.asc or the CostalTeam github repository. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "(grid, z) = read_esri_ascii('/Users/ningjiehu/zSW3.asc.txt', name='topographic__elevation')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create vegetation grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.,  0.,  0., ...,  0.,  0.,  0.])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "veg = grid.add_zeros('vegetation',at='node');\n",
    "veg[z<0] = 1;\n",
    "veg_atlink = grid.map_max_of_link_nodes_to_link('vegetation')\n",
    "grid.add_field('veg_atlink',veg_atlink,at='link')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Configure boundaries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The boundaries contains any nodata nodes, plus any nodes higher than mean high tide"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pre tfc:\n",
      "['topographic__elevation', 'vegetation']\n",
      "['veg_atlink']\n"
     ]
    }
   ],
   "source": [
    "grid.status_at_node[z==nodata_code] = grid.BC_NODE_IS_CLOSED\n",
    "grid.status_at_node[z>1.8] = grid.BC_NODE_IS_CLOSED\n",
    "boundaries_above_msl = np.logical_and(grid.status_at_node==grid.BC_NODE_IS_FIXED_VALUE, z > 0.0)\n",
    "grid.status_at_node[boundaries_above_msl] = grid.BC_NODE_IS_CLOSED\n",
    "\n",
    "print('pre tfc:')\n",
    "print(grid.at_node.keys())\n",
    "print(grid.at_link.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate variable rougness as field in grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.02,  0.02,  0.02, ...,  0.02,  0.02,  0.02])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "roughness_at_nodes = roughness_w + np.zeros(z.size)\n",
    "roughness_at_nodes[z < 0.0] = roughness_v #or roughness_at_nodes[veg] = roughness_v\n",
    "roughness = grid.add_zeros('roughness', at='link')\n",
    "map_max_of_link_nodes_to_link(grid, roughness_at_nodes, out=roughness)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Instantiate a TidalFlowCalculator component"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['topographic__elevation', 'vegetation', 'mean_water__depth']\n"
     ]
    }
   ],
   "source": [
    "tfc = TidalFlowCalculator(\n",
    "        grid,\n",
    "        tidal_period=tidal_period,\n",
    "        tidal_range=tidal_range,\n",
    "        roughness='roughness',\n",
    "        mean_sea_level=mean_sea_level,\n",
    "        min_water_depth=mwd,\n",
    ")\n",
    "\n",
    "tfc.run_one_step()\n",
    "print(grid.at_node.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Assign critical shear stress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "tau_cr = 0.2 #Critical stress for unvegetated areas\n",
    "tau_crv = 0.5  #Critical stress for vegetated areas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create grids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "v = grid.at_link['veg_atlink']\n",
    "tec.populateGrids(grid,tfc,tau_cr,tau_crv,v)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set mud erodability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "mud_erodability = (10**-5);  # mud erodability kg/m2/s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run a single erosion step"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "note this just calculate erosion as a rate, does not update grids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.  0.  0. ...,  0.  0.  0.]\n",
      "4.49564123904e-06\n"
     ]
    }
   ],
   "source": [
    "ero = tec.totalsedimenterosion_mudsine(grid, mud_erodability, tidal_range, tcrgradeint)\n",
    "print(ero)\n",
    "print(ero.mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save original bathy & topo maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.01,  0.01,  0.01, ...,  0.01,  0.01,  0.01])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = grid.at_node['topographic__elevation'].copy()\n",
    "grid.add_field('Initial_topographic_elevation',x,at='node')\n",
    "y = grid.at_node['mean_water__depth'].copy()\n",
    "grid.add_field('Initial_mean_water_depth',y,at='node')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run erosion over timesteps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can do \"psuedo morphodynamics\", which allow erosion to happen in cells, but no sed. transport, no deposition.\n",
    "- In this step, the model will step through erosion calculation, calculate the new bed elevation, recalculate the hydrodynamics, and update grids\n",
    "- We can plot every 20 th step, and outputs the minimum bed elevation every step"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot topographic elevation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(101):\n",
    "    ero = tec.totalsedimenterosion_mudsine(grid, mud_erodability, tidal_range, tcrgradeint)\n",
    "    ero *= tidal_period/2 * 1/2650 #calc erosion over half the tidal cycle converting\n",
    "    #print('ero mean: ' + str(ero.mean()))\n",
    "    #print('ero max: ' +str(ero.max()))\n",
    "    #print('z min: ' +str(z.min()))\n",
    "    z = grid.at_node['topographic__elevation']\n",
    "    z -= ero #update bed elevation\n",
    "    #print('z min post erosion: ' +str(z.min()))\n",
    "    tfc.run_one_step()\n",
    "    tec.updategrids(grid,tfc)  \n",
    "    \n",
    "    if i%20==0:\n",
    "        plt.figure()\n",
    "        imshow_grid(grid,grid.at_node['topographic__elevation'], vmin = -3, vmax = 1.5, cmap = 'viridis')\n",
    "        plt.title('Topographic elevation (m), Step = ' + str(i))\n",
    "        plt.xlabel('Distance (m)')\n",
    "        plt.ylabel('Distance (m)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot final water depths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Distance (m)')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "imshow_grid(grid, grid.at_node['mean_water__depth'], cmap='viridis', color_for_closed='k',vmax=3)\n",
    "plt.title('Water depth at end of simulation (m)')\n",
    "plt.xlabel('Distance (m)')\n",
    "plt.ylabel('Distance (m)')\n",
    "\n",
    "plt.figure()\n",
    "imshow_grid(grid, grid.at_node['Initial_mean_water_depth'], cmap='viridis', color_for_closed='k',vmax=3)\n",
    "plt.title('Water depth Initially (m)')\n",
    "plt.xlabel('Distance (m)')\n",
    "plt.ylabel('Distance (m)')\n",
    "\n",
    "plt.figure()\n",
    "g =  grid.at_node['mean_water__depth'].copy();\n",
    "go = grid.at_node['Initial_mean_water_depth'].copy();\n",
    "gper = (g-go)/go * 100\n",
    "grid.add_field('Percent Change water depth',gper,at='node',clobber=True)\n",
    "imshow_grid(grid, grid.at_node['Percent Change water depth'], cmap='viridis', color_for_closed='k',vmax=25)\n",
    "plt.title('Percent Change of Water depth over simulation')\n",
    "plt.xlabel('Distance (m)')\n",
    "plt.ylabel('Distance (m)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Questions to think about"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Now you can see where there is high erosion occuring - why might this spot have erosion? What might change the pattern and location of erosion?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. What variables can you change or play with to produce a different response in this landscape?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. What are key things missing from this model? What are we not modeling?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. looking at the percent change in water level is helpful. How can you look at percent change of elevation or flood velocities in the landscape? What code would need to be added?"
   ]
  }
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